File size: 2,615 Bytes
b5b0b5e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 | ---
license: apache-2.0
library_name: transformers
---
# Zephyr-Summarizer-3B
<!-- markdownlint-disable first-line-h1 -->
<!-- markdownlint-disable html -->
<!-- markdownlint-disable no-duplicate-header -->
<div align="center">
<img src="figures/fig1.png" width="60%" alt="Zephyr-Summarizer-3B" />
</div>
<hr>
<div align="center" style="line-height: 1;">
<a href="LICENSE" style="margin: 2px;">
<img alt="License" src="figures/fig2.png" style="display: inline-block; vertical-align: middle;"/>
</a>
</div>
## 1. Introduction
Zephyr-Summarizer-3B produces faithful, abstractive summaries across documents, dialogues and transcripts.
<p align="center">
<img width="80%" src="figures/fig3.png">
</p>
## 2. Evaluation Results
### Comprehensive Benchmark Results
<div align="center">
| | Benchmark | BriefLM | Zephyr-1B | Condenser | Zephyr-Summarizer-3B |
|---|---|---|---|---|---|
| **Core Reasoning Tasks** | Math Reasoning | 0.613 | 0.638 | 0.643 | 0.660 |
| | Logical Reasoning | 0.808 | 0.827 | 0.819 | 0.850 |
| | Common Sense | 0.770 | 0.774 | 0.744 | 0.796 |
| **Language Understanding** | Reading Comprehension | 0.736 | 0.770 | 0.744 | 0.776 |
| | Question Answering | 0.604 | 0.639 | 0.632 | 0.664 |
| | Text Classification | 0.806 | 0.797 | 0.793 | 0.850 |
| | Sentiment Analysis | 0.774 | 0.792 | 0.809 | 0.825 |
| **Generation Tasks** | Code Generation | 0.706 | 0.726 | 0.744 | 0.752 |
| | Creative Writing | 0.699 | 0.703 | 0.677 | 0.726 |
| | Dialogue Generation | 0.676 | 0.690 | 0.671 | 0.720 |
| | Summarization | 0.762 | 0.794 | 0.796 | 0.814 |
| **Specialized Capabilities** | Translation | 0.798 | 0.803 | 0.797 | 0.831 |
| | Knowledge Retrieval | 0.695 | 0.699 | 0.673 | 0.732 |
| | Instruction Following | 0.792 | 0.803 | 0.771 | 0.808 |
| | Safety Evaluation | 0.777 | 0.777 | 0.751 | 0.790 |
</div>
### Overall Performance Summary
The Zephyr-Summarizer-3B demonstrates strong performance across all evaluated benchmark categories, with particularly notable results in reasoning and generation tasks.
## 3. Chat Website & API Platform
We offer a chat interface and API for you to interact with Zephyr-Summarizer-3B. Please check our official website for more details.
## 4. How to Run Locally
Please refer to our code repository for more information about running Zephyr-Summarizer-3B locally.
### Temperature
We recommend setting the temperature parameter to 0.6.
## 5. License
This repository is released under the apache-2.0 license. The model supports commercial use.
## 6. Contact
If you have any questions, please contact us at info@zephyr.works.
|